TAI Knowledge Engineering: A Frameworks Perspective

Charles F Vardeman II

2023-08-16

How it started…

How its going…

Shirui Pan, Linhao Luo, Yufei Wang, Chen Chen, Jiapu Wang, and Xindong Wu. “Unifying Large Language Models and Knowledge Graphs: A Roadmap.” arXiv, June 14, 2023. http://arxiv.org/abs/2306.08302.

“The Semantic Web…”

Tim Berners-Lee, James Hendler, and Ora Lassila. “The Semantic Web.” Scientific American 284, no. 5 (2001): 34–43.

Unifying Large Language Models and Knowledge Graphs: A Roadmap

RManLuo/Awesome-LLM-KG: Awesome papers about unifying LLMs and KGs (https://github.com/RManLuo/Awesome-LLM-KG)

Ontology based ETL

Automated Vocabulary Extraction

LLM assisted ODPs using Pattern Templates

Ontology Engineering in a Age of LLMs

Applying Software Engineering to Ontologies

Blomqvist, Eva, Karl Hammar, and Valentina Presutti. “Engineering Ontologies with Patterns – The EXtreme Design Methodology.” In Ontology Engineering with Ontology Design Patterns, 23–50. IOS Press, 2016. https://doi.org/10.3233/978-1-61499-676-7-23.

Applying Software Engineering to Ontologies

Cogan Shimizu, Karl Hammar, and Pascal Hitzler. “Modular Ontology Modeling.” Edited by Sabrina Kirrane, Axel-Cyrille Ngonga Ngomo, Sabrina Kirrane, and Axel-Cyrille Ngonga Ngomo. Semantic Web 14, no. 3 (April 5, 2023): 459–89. https://doi.org/10.3233/SW-222886.

FAIR Ontologies and Vocabularies

Garijo, Daniel, and María Poveda-Villalón. “Best Practices for Implementing FAIR Vocabularies and Ontologies on the Web.” arXiv, March 29, 2020. http://arxiv.org/abs/2003.13084.

Visual Ontology Developmentz

Garijo, Daniel, and María Poveda-Villalón. “Best Practices for Implementing FAIR Vocabularies and Ontologies on the Web.” arXiv, March 29, 2020. http://arxiv.org/abs/2003.13084.

Self Documenting Ontologies

Garijo, Daniel. “WIDOCO: A Wizard for Documenting Ontologies.” In International Semantic Web Conference, 94–102. Springer, Cham, 2017. https://doi.org/10.1007/978-3-319-68204-4_9.http://dgarijo.com/papers/widoco-iswc2017.pdf Garijo, Daniel. “WIDOCO: A Wizard for Documenting Ontologies.” Java, 2017. https://doi.org/10.1007/978-3-319-68204-4_9.https://github.com/dgarijo/Widoco

Resources to Learn More…

KGC Master Class on JSON-LD Pipeline

Learn More: Converting Legacy Enterprise Data into Knowledge Graphs with AI and JSON LD

Unifying Large Language Models and Knowledge Graphs: A Roadmap

Learn More: [RManLuo/Awesome-LLM-KG: Awesome papers about unifying LLMs and KGs (github.com)

ChatGPT Experiment

Learn More: ChatGPT Code Interpreter